He found the place deserted, the silence oppressive. He’d driven an hour, fueled by a simmering rage that had been brewing since the phone call. The familiar curve of the road, the specific scent of the wildflowers – all betrayed him. Now, nothing but emptiness.

His hands balled into fists, his knuckles white. The air felt thick, difficult to breathe. He wanted to break something. He wanted to feel something other than the icy ache in his chest.

He ran a hand over the rough, sawn-off trunk, tracing the grain. Years of growth, silenced. Years of memories, wiped clean. He spat on the ground.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273